N Zhao, A Wu, Y Pei, YC Liang… - IEEE Communications …, 2021 - ieeexplore.ieee.org
Accurate cellular traffic prediction is challenging due to the complex spatial topology of cellular network and the dynamic temporal feature of mobile traffic. To overcome these …
Y Yao, B Gu, Z Su, M Guizani - IEEE Transactions on Mobile …, 2021 - ieeexplore.ieee.org
Timely and accurate cellular traffic prediction is difficult to achieve due to the complex spatial- temporal characteristics of cellular traffic. The latest approaches mainly aim to model local …
C Zhang, H Zhang, J Qiao, D Yuan… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
Machine (deep) learning-enabled accurate traffic modeling and prediction is an indispensable part for future big data-driven intelligent cellular networks, since it can help …
N Zhao, Z Ye, Y Pei, YC Liang… - IEEE Communications …, 2020 - ieeexplore.ieee.org
Cellular traffic prediction plays an important role in network management and resource utilization. However, due to the high nonlinearity and dynamic spatial-temporal correlation, it …
While traffic modeling and prediction are at the heart of providing high-quality telecommunication services in cellular networks and attract much attention, they have been …
Z He, CY Chow, JD Zhang - 2019 20th IEEE International …, 2019 - ieeexplore.ieee.org
As many location-based applications provide services for users based on traffic conditions, an accurate traffic prediction model is very significant, particularly for long-term traffic …
W Jiang - Expert Systems with Applications, 2022 - Elsevier
Cellular networks are important for the success of modern communication systems, which support billions of mobile users and devices. Powered by artificial intelligence techniques …
C Zhang, P Patras - Proceedings of the Eighteenth ACM International …, 2018 - dl.acm.org
Forecasting with high accuracy the volume of data traffic that mobile users will consume is becoming increasingly important for precision traffic engineering, demand-aware network …
K He, X Chen, Q Wu, S Yu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
With the rapid development of mobile cellular technologies and the increasing popularity of mobile and Internet of Things (IoT) devices, timely mobile traffic forecasting with high …